Resume Category Prediction

The python script analyzes an imported resume and predict the category in which the resume belong to using machine learning

Prerequisites

To run this code, please install the following dependencies :

• Python (version 3.0 or above)
• Required Packages : numpy, matplotlib, pandas, seaborn, PyPDF2, scikit-learn

Usage

1. Clone the repository or download the code files.
2. Install the necessary dependencies using pip install -r requirements.txt

• the resume dataset file ('UpdatedResumeDataSet.csv') must be in the project directory.

Project Structure:

• UpdatedResumeDataSet.csv: Dataset file used to train the model.
• tfidf.pkl, clf.pkl: Pickled models for TF-IDF vectorizer and classifier.
• requirements.txt: File containing project dependencies.

Additional Notes :

• I used the Dataset from Kaggle at the following link : https://www.kaggle.com/datasets/gauravduttakiit/resume-dataset?resource=download
• I've also been inspired from this youtube video : https://www.youtube.com/watch?v=hG8K5h2J-5g